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Model Compression

1503 directly classified papers

Papers per year

Papers

RoseLoRA: Row and Column-wise Sparse Low-rank Adaptation of Pre-trained Language Model for Knowledge Editing and Fine-tuning EMNLP 2024
Let the Expert Stick to His Last: Expert-Specialized Fine-Tuning for Sparse Architectural Large Language Models EMNLP 2024
Parameter-Efficient Sparsity Crafting from Dense to Mixture-of-Experts for Instruction Tuning on General Tasks EMNLP 2024
Crayon: Customized On-Device LLM via Instant Adapter Blending and Edge-Server Hybrid Inference ACL 2024
WRP: Weight Recover Prune for Structured Sparsity ACL 2024
Learning To Compose SuperWeights for Neural Parameter Allocation Search WACV 2024
MediSwift: Efficient Sparse Pre-trained Biomedical Language Models ACL 2024
QTIP: Quantization with Trellises and Incoherence Processing NIPS 2024
LISA: Layerwise Importance Sampling for Memory-Efficient Large Language Model Fine-Tuning NIPS 2024
Revisiting Neural Networks for Continual Learning: An Architectural Perspective IJCAI 2024
Partial Binarization of Neural Networks for Budget-Aware Efficient Learning WACV 2024
BiPFT: Binary Pre-trained Foundation Transformer with Low-Rank Estimation of Binarization Residual Polynomials AAAI 2024
BVT-IMA: Binary Vision Transformer with Information-Modified Attention AAAI 2024
AQ-DETR: Low-Bit Quantized Detection Transformer with Auxiliary Queries AAAI 2024
Real-Time User-Guided Adaptive Colorization With Vision Transformer WACV 2024
Building Variable-Sized Models via Learngene Pool AAAI 2024
REPrune: Channel Pruning via Kernel Representative Selection AAAI 2024
One-Step Forward and Backtrack: Overcoming Zig-Zagging in Loss-Aware Quantization Training AAAI 2024
UniADS: Universal Architecture-Distiller Search for Distillation Gap AAAI 2024
Token Fusion: Bridging the Gap Between Token Pruning and Token Merging WACV 2024
Efficient Multi-task LLM Quantization and Serving for Multiple LoRA Adapters NIPS 2024
Exploring Domain Robust Lightweight Reward Models based on Router Mechanism ACL 2024
Backdoor Attacks via Machine Unlearning AAAI 2024
UPDP: A Unified Progressive Depth Pruner for CNN and Vision Transformer AAAI 2024
AdapterGNN: Parameter-Efficient Fine-Tuning Improves Generalization in GNNs AAAI 2024